Granted Patent B2

US 11,409,453 · App. 17/027,813 · Granted Aug 9, 2022

Inventors: Jayanth Kumar Reddy Perneti (Bangalore, IN); Vindhya Gangaraju (Davanagere, IN)

Assignee: Dell Products L.P.

G06F3/0638G06F3/0604G06F3/0679G06N7/02

Abstract

Claims (53)

1. An apparatus comprising:

at least one processing device comprising a processor coupled to a memory;

the at least one processing device being configured to perform steps of:

generating, for at least one storage system that is part of an active tier of a storage environment, at least one storage capacity forecast comprising probability values for storage capacity of the at least one storage system over a designated time period;

determining whether any of the probability values for storage capacity of the at least one storage system over the designated time period exceed at least one designated storage capacity threshold; and

responsive to determining that a given one of the probability values for storage capacity of the at least one storage system over the designated time period exceeds the at least one designated storage capacity threshold, selecting one or more remedial actions for freeing up space on the at least one storage system that is part of the active tier of the storage environment; and

initiating the selected one or more remedial actions for freeing up space on the at least one storage system that is part of the active tier of the storage environment to prevent the at least one storage system from reaching a designated storage capacity error condition;

wherein the at least one designated storage capacity threshold comprises one of a set of two or more storage capacity thresholds;

wherein the selected one or more remedial actions comprises:

a first type of remedial action responsive to the at least one designated storage capacity threshold being a first storage capacity threshold of the set of two or more storage capacity thresholds; and

a second type of remedial action responsive to the at least one designated storage capacity threshold being a second storage capacity threshold of the set of two or more storage capacity thresholds; and

wherein the first type of remedial action associated with the first storage capacity threshold comprises identifying and migrating a portion of data stored on the at least one storage system from the active tier of the storage environment to a cloud tier of the storage environment; and

wherein the second type of remedial action associated with the second storage capacity threshold comprises overriding one or more garbage collection policies of the at least one storage system and initiating one or more garbage collection processes in the at least one storage system.

2. The apparatus of claim 1 wherein generating the at least one storage capacity forecast comprises utilizing a Probabilistic Weighted Fuzzy Time Series (PWFTS) algorithm.

3. The apparatus of claim 1 wherein the second storage capacity threshold exceeds the first storage capacity threshold.

4. The apparatus of claim 1 wherein the set of two or more storage capacity thresholds further comprises a third storage capacity threshold associated with a third type of remedial action and a fourth storage capacity threshold associated with a fourth type of remedial action, wherein the third type of remedial action associated with the third storage capacity threshold comprises generating and delivering a first notification to one or more end-users of the at least one storage system in the storage environment, and wherein the fourth type of remedial action associated with the fourth storage capacity threshold comprises generating and delivering a second notification to a storage administrator associated with the storage environment.

5. The apparatus of claim 4 wherein the fourth storage capacity threshold is less than the first storage capacity threshold and the third storage capacity threshold is less than the fourth storage capacity threshold.

6. The apparatus of claim 4 wherein the first notification comprises a predicted time at which the at least one storage system is expected to reach the designated storage capacity error condition, and wherein the second notification comprises a recommendation for deploying additional storage resources in the storage environment to prevent at least one storage system from reaching the designated storage capacity error condition.

7. The apparatus of claim 1 wherein identifying the portion of data stored on the at least one storage system comprises identifying one or more portions of data stored in the at least one storage system that meet one or more usage-based selection criteria.

8. The apparatus of claim 7 wherein the one or more usage-based selection criteria comprise user-specified criteria relating to at least one of file size and file age.

9. The apparatus of claim 7 wherein the one or more usage-based selection criteria comprises user-specified criteria relating to one or more service level agreements for retention of designated data on the active tier of the storage environment.

10. The apparatus of claim 7 wherein identifying the portions of data stored in the at least one storage system that meet the one or more usage-based selection criteria comprises selecting a subset of the data stored in the at least one storage system meeting the one or more usage-based selection, the selected subset of the data comprising unique files in the storage environment.

11. The apparatus of claim 1 wherein the first type of remedial action utilizes one or more data movement processes for migrating the portion of data stored on the at least one storage system from the active tier of the storage environment to the cloud tier of the storage environment, and wherein initiating the first type of remedial action comprises dynamically assigning resources to the one or more data movement processes based at least in part on the probability values for storage capacity of the at least one storage system over the designated time period.

12. The apparatus of claim 1 wherein initiating the second type of remedial action comprises dynamically assigning resources to the one or more garbage collection processes based at least in part on the probability values for storage capacity of the at least one storage system over the designated time period.

13. The apparatus of claim 1 wherein the storage environment comprises a deduplication-based storage backup environment.

14. A computer program product comprising a non-transitory processor-readable storage medium having stored therein program code of one or more software programs, wherein the program code when executed by at least one processing device causes the at least one processing device to perform steps of:

generating, for at least one storage system that is part of an active tier of a storage environment, at least one storage capacity forecast comprising probability values for storage capacity of the at least one storage system over a designated time period;

determining whether any of the probability values for storage capacity of the at least one storage system over the designated time period exceed at least one designated storage capacity threshold; and

responsive to determining that a given one of the probability values for storage capacity of the at least one storage system over the designated time period exceeds the at least one designated storage capacity threshold, selecting one or more remedial actions for freeing up space on the at least one storage system that is part of the active tier of the storage environment; and

initiating the selected one or more remedial actions for freeing up space on the at least one storage system that is part of the active tier of the storage environment to prevent the at least one storage system from reaching a designated storage capacity error condition;

wherein the at least one designated storage capacity threshold comprises one of a set of two or more storage capacity thresholds;

wherein the selected one or more remedial actions comprises:

a first type of remedial action responsive to the at least one designated storage capacity threshold being a first storage capacity threshold of the set of two or more storage capacity thresholds; and

a second type of remedial action responsive to the at least one designated storage capacity threshold being a second storage capacity threshold of the set of two or more storage capacity thresholds;

wherein the first type of remedial action associated with the first storage capacity threshold comprises identifying and migrating a portion of data stored on the at least one storage system from the active tier of the storage environment to a cloud tier of the storage environment; and

wherein the second type of remedial action associated with the second storage capacity threshold comprises overriding one or more garbage collection policies of the at least one storage system and initiating one or more garbage collection processes in the at least one storage system.

15. The computer program product of claim 14 wherein the first type of remedial action utilizes one or more data movement processes for migrating the portion of data stored on the at least one storage system from the active tier of the storage environment to the cloud tier of the storage environment, and wherein initiating the first type of remedial action comprises dynamically assigning resources to the one or more data movement processes based at least in part on the probability values for storage capacity of the at least one storage system over the designated time period.

16. The computer program product of claim 14 wherein initiating the second type of remedial action comprises dynamically assigning resources to the one or more garbage collection processes based at least in part on the probability values for storage capacity of the at least one storage system over the designated time period.

17. A method comprising:

generating, for at least one storage system that is part of an active tier of a storage environment, at least one storage capacity forecast comprising probability values for storage capacity of the at least one storage system over a designated time period;

determining whether any of the probability values for storage capacity of the at least one storage system over the designated time period exceed at least one designated storage capacity threshold; and

responsive to determining that a given one of the probability values for storage capacity of the at least one storage system over the designated time period exceeds the at least one designated storage capacity threshold, selecting one or more remedial actions for freeing up space on the at least one storage system that is part of the active tier of the storage environment; and

initiating the selected one or more remedial actions for freeing up space on the at least one storage system that is part of the active tier of the storage environment to prevent the at least one storage system from reaching a designated storage capacity error condition;

wherein the at least one designated storage capacity threshold comprises one of a set of two or more storage capacity thresholds;

wherein the selected one or more remedial actions comprises:

a first type of remedial action responsive to the at least one designated storage capacity threshold being a first storage capacity threshold of the set of two or more storage capacity thresholds; and

a second type of remedial action responsive to the at least one designated storage capacity threshold being a second storage capacity threshold of the set of two or more storage capacity thresholds;

wherein the first type of remedial action associated with the first storage capacity threshold comprises identifying and migrating a portion of data stored on the at least one storage system from the active tier of the storage environment to a cloud tier of the storage environment;

wherein the second type of remedial action associated with the second storage capacity threshold comprises overriding one or more garbage collection policies of the at least one storage system and initiating one or more garbage collection processes in the at least one storage system; and

wherein the method is performed by at least one processing device comprising a processor coupled to a memory.

18. The method of claim 17 wherein the first type of remedial action utilizes one or more data movement processes for migrating the portion of data stored on the at least one storage system from the active tier of the storage environment to the cloud tier of the storage environment, and wherein initiating the first type of remedial action comprises dynamically assigning resources to the one or more data movement processes based at least in part on the probability values for storage capacity of the at least one storage system over the designated time period.

19. The method of claim 17 wherein initiating the second type of remedial action comprises dynamically assigning resources to the one or more garbage collection processes based at least in part on the probability values for storage capacity of the at least one storage system over the designated time period.

20. The method of claim 17 wherein the second storage capacity threshold exceeds the first storage capacity threshold.

Assignments (9)

Continuity (1)